惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Stack Overflow Blog
Stack Overflow Blog
Simon Willison's Weblog
Simon Willison's Weblog
B
Blog
V
Visual Studio Blog
G
Google Developers Blog
云风的 BLOG
云风的 BLOG
S
SegmentFault 最新的问题
博客园 - 司徒正美
博客园 - 【当耐特】
T
Tenable Blog
D
Darknet – Hacking Tools, Hacker News & Cyber Security
宝玉的分享
宝玉的分享
N
Netflix TechBlog - Medium
S
Secure Thoughts
Hugging Face - Blog
Hugging Face - Blog
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
IT之家
IT之家
Google DeepMind News
Google DeepMind News
Last Week in AI
Last Week in AI
大猫的无限游戏
大猫的无限游戏
PCI Perspectives
PCI Perspectives
H
Hackread – Cybersecurity News, Data Breaches, AI and More
阮一峰的网络日志
阮一峰的网络日志
P
Privacy International News Feed
N
News and Events Feed by Topic
H
Hacker News: Front Page
MongoDB | Blog
MongoDB | Blog
Google DeepMind News
Google DeepMind News
F
Full Disclosure
Google Online Security Blog
Google Online Security Blog
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
H
Heimdal Security Blog
Project Zero
Project Zero
C
CERT Recently Published Vulnerability Notes
MyScale Blog
MyScale Blog
AI
AI
月光博客
月光博客
C
Cyber Attacks, Cyber Crime and Cyber Security
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
WordPress大学
WordPress大学
L
Lohrmann on Cybersecurity
TaoSecurity Blog
TaoSecurity Blog
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
C
CXSECURITY Database RSS Feed - CXSecurity.com
Spread Privacy
Spread Privacy
Apple Machine Learning Research
Apple Machine Learning Research
GbyAI
GbyAI
SecWiki News
SecWiki News
C
Cisco Blogs
The Last Watchdog
The Last Watchdog

Comments for Hackaday

Repairing A Pair Of Voodoo 2 GPUs For Some SLI Action AI The Truly Environmentally Friendly Way News Sites Are Blocking Internet Archive Over AI Scraping Fears How The 2020s Chip Crisis Led To A Buggy Saleae Analyzer In 2026 Evidence For Water Vapor Plumes On Europa Vanishes In Re-Analysis Mechanical Stability For Your Coils 3D Printed Hose Sprayer Sets Phasers To Suds Building A Desktop Catalytic Cracker Process 4 Billion Pixels Per Second From 16 DIY Cameras For The Best V-Tubing Rig Ever An Unlikely Host For An 8080 Emulator Using Brand New NiMH Cells After Sitting 12 Years Unused Investigating The S3 Virge’s Reputation As A 3D Decelerator Card As It Turns Out, There’s More Than One Cassette Mechanism Being Made After All Using Windows 11 On An LGA 775 PC With AGP Videocard An Ethernet WiFi Router on a Pi Pico 2W This Week In Security: Messing With AI, 7Zip And Notepad++ Vulnerabilities, HTTP2 Bomb, And More Using Electrolysis For More Than Just Generating Hydrogen Vintage Turntable Gets Brain Transplant And Home Assistant Integration Connecting Your Car To Home Assistant Microsoft Claims 20 Second Qubits If You Want To Hack Me, Come In Through The Speaker Ways To Embed Magnets In 3D Prints And Not Ruin Printers An RGB Keyboard For Your Hackaday Communicator Badge Ask Hackaday: How Do You Feel About Electronic Shelf Labels? Make Your Ceiling Disappear With ADS-B And Short-Throw Projector Fixing A Nintendo Game Boy Clone That Runs Too Fast Web-Based Control For A CB Radio Distilling Stale Gasoline To Make It Usable Again DIY Ceramic Circuit Boards Surely Count As Solarpunk Texas Instruments Changes The NE5532 And Others Into Incompatible Versions Deltarune’s Tenna Brought To Life Linux Fu: Fake Webcams, GUI Edition Hydraulic Drive For Your Lawn Tractor But Just What Is This ‘Artificial Intelligence’? A Diffraction Grating Makes This Clock Readable Turning An Old 3D Printer Into A Vinyl Cutter For Cheap A High-Vacuum Controller For An Eventual Electron Microscope Does Your Terminal Speak Morse? This One Does From Scrappy Pallet Wood To Fancy Tea Tray The 2026 EMF Badge Arrives, With An Add-On. As Expected, It’s Familiar Linux Fu: Taming Strace STM32 Handheld Has OpenGL And All The Classics Jenny’s Daily Drivers: Microsoft Windows 11 Using A Mirror To 3D Scan Both Sides Of An Object At Once Cookies, Baked The 3D Printer Way Restoring Apple’s Terrible But Awesome IBook Laptop After The Dust Settles: Building Pebble Apps Bilingual E-paper News Feed Helps Brush Up Language Skills On The Wisdom Of Replacing A NiMH Module In A Prius Battery Pack Know Your Food: Cheesemaking Like A Wire Bender, But For Pop Tubes Revisiting Making Your Own Internet Router In 2026 Classically-named Argus Robot Is Terminator Meets Tumbleweed Making a Zippy FDM Printer out of Wood Off-Grid OCR Server Powered By IPhone Hackaday Links: May 31, 2026 Comment on A Special Type of Mower For Rocky Fields by Chris Maple 4-bit Relay Logic Counter Begs To Have Its Buttons Pushed Loading Sega Genesis Games Off A Vinyl Record Ebike Display Uses Reflective LCD Modern Graphics Via DisplayLink For Your ISA-Era PC The Final Steps To A Sub-Minute Benchy Poking Around With JTAG On A Guitar Amp Keychain GameCube Controller Made Functional Breaking Enigma With An FPGA, Just Like At Bletchley Park The Uncooperative Mirror Will Not Help You Testing Various Ways To Waterproof FDM Printed Parts Cheap Yellow Display With Boosted PSRAM Turned Snazzy Emulator Station It’s Another Pi Handheld. But It’s A Really Good One Take The Reins Of This Unique Controller Be Your Own Oil Company With Desktop Fischer-Tropsch Process ESP-Osito Eschews Retrocomputing For Modern Code On Modern, Equivalent Hardware A Modern Web Browser For Classic Mac OS Hackaday Podcast Episode 371: Space Computers, Spy Phones, And So Long CHU This Week In Security: Ubiquiti Fixes, And FreeBSD Joins The Club You Don’t Want To Join When Is An Apple Laptop Not A Macbook? When It’s An Apple II Linux Distributions And Who Is Responsible For The Software Autopsy Of A Failed Vintage Carbon Resistor Hunting Submarines Via Gravity Is A Tough Errand So Long, CHU, And Thanks For All The Time Signals A Bicycle Built On An Italian Renaissance Tech Base Linux Fu: The Bluetooth Regression Remember When Flash Drives Were Going To Make Your PC Faster? Putting Version 7.1 Of The Direct Granules FDM Extruder Through Its Paces Tech In Plain Sight: The Mechanics Of String Trimmers Between-Device Sharing Still Sucks Salvaged VFDs In Nixie-Like Clock Mod This IKEA Lamp Into Smart Lighting For Not A Lot Building And Testing A Turbine Driven Hydro Generator Tearing Down Walmart’s $12 Keychain Camera Biohack Your Way To Lactose Tolerance (Through Suffering) Liberating AirPods With Bluetooth Spoofing It’s Hard To Make A (Good) Oscillator Rudolph’s Sleigh On A North Pole PCB This Typewriter Types Toast Beating Bitlocker In 43 Seconds Using An Old Smartphone In Place Of A Raspberry Pi Working Model Reveals Amazing Engineering Of Webb’s Mirror Actuators Electric Vehicle 1900’s Style: New Leases On Old Tech Forth: The Hacker’s Language
The Merits Of Comment-Driven Development As Counterweight To TDD
Maya Posch · 2026-06-11 · via Comments for Hackaday

The world of software has seen many paradigms come and go, all of which were supposed to revolutionize its development. Still, one of the basic tenets in engineering of there being no shortcuts to just doing the work properly also rings true in the field of software engineering: trying to skip ‘nice to haves’ like proper documentation, code formatting, and proper testing inevitably results in developers nervously trying to ignore the looming avalanche of technical and other project debts as they keep piling up.

While Test-Driven Development (TDD) once got praised as the silver bullet, the principle of writing tests before writing code merely postpones the inevitable project collapse. The elephant in the room is that you cannot pass on the basics in engineering and expect to come out fine on the other end. There’s a reason why phrases like “all tests green, successfully failed in production” have become common.

This is where the concept of Comment-Driven Development (CDD) comes into play. What started as a bit of a joke many years ago stuck in my mind and led me to my current approach in software development that tries to effectively mirror solid engineering principles.

Defining Comments

In the field of software engineering, code comments are often regarded as a bit of an unloved stepchild. No developer regards them in the same way, few appreciate them, most neglect them and some outright banish them from their lives. The most extreme response here is probably that of the Clean Code movement, who together with the Self-Documenting Code crowd insist that inline comments in particular are unnecessary, an eyesore and that beautiful, well-written code documents itself.

Then there are those who use comments as a (temporary) crutch, as in what is referred to as ‘comment programming‘.  This puts comments in the place where code is supposed to go, for either later replacement or to elucidate a specific aspect. None of this uses comments consistently to provide a parallel flow with the code that explains the what, why and how of said code.

Why this matters is that despite claims to the contrary, reading and understanding code is hard. Grasping architectural decisions and intuitively separating them from quick hacks is hard even if you’re reading back your own code after a few development cycles. This is also basically why writing documentation based on just code with at most spotty inline commentary is a nightmare at best.

After working with a variety of (commercial) codebases over the years that were practically dripping technical debt and regrets – as well as writing comprehensive documentation for some of them – I have become convinced that comments are ultimately the Alpha and Omega of a healthy codebase and up to date documentation.

Software Engineering

Hot-patching the Millennium Tower in 2022. (Credit: ArnoldReinhold, Wikimedia)
Hot-patching the Millennium Tower in 2022. (Credit: ArnoldReinhold, Wikimedia)

Although most people see the finished product of engineering and believe that that’s all there’s to it, the truth is that before that bridge, high-rise building or even some fancy electronic widget sees the light of day, most of the work has already happened. Building it is then theoretically as easy as following the provided instructions.

An essential point here is the assumption that said instructions are half-way correct and you don’t end up building your very own Millennium Tower.

Thus the process of engineering begins with the list of requirements. These have to be chiseled into the hardest of stone, as any change here will have potentially massive repercussions. From these requirements you can then begin to work on a design document that details the overall design of the product, from which the desired architecture follows.

While the specific details will differ for each specific field of engineering, it is this condensing from an abstract idea into increasingly more concrete steps that enables for all angles to be considered before committing to a specific decision that can be hard to revert or change later. In the case of the aforementioned Millennium Tower project, those in charge omitted steps like peer review, where an external set of eyes is asked to give their two cents, because this would have ‘taken too long’.

From Design To Code

Even if in general software is easier to change than e.g. the blueprints for a civil engineering project, you still want to avoid having to go back repeatedly to change or modify parts of a codebase. To this end you do not want to write code until you are very confident that said code is proper and correct.

Fortunately, with the detailed design document and architectural planning already in the bag you can then start the feedback loop of laying out the foundations, with any obvious issues discovered during this phase being used to improve the design and architectural documentation.

Laying out these foundations involves creating the codebase’s basic layout, including details like creating header and source files with appropriate naming. Next, within these files the architectural structure is laid out, such as creating the skeletons of types, classes, functions and methods that establish the APIs.

For each file a heading comment block is added that briefly summarizes the file’s purpose, the features contained therein, as well as a truncated change list with date and name, for accountability.

At this point we are ready to pour in the details of each compile unit’s implementation, starting by taking the design and related documents and turning the details contained therein into comments that describe the overarching design decisions, special considerations, the flow within a section and any interactions with other modules.

Fragment of the C++ port of the <a href="https://github.com/MayaPosch/Sarge">Sarge</a> CLI argument library.
Fragment of the C++ port of the Sarge CLI argument library.

An example of this can be found in my Sarge command line argument parsing library, which both in its C++ and Ada form would be a very hairy mess of logic to keep track of without having the continuous flow of thought describing what is happening, why it’s happening and relevant implications.

Although it may seem simple and obvious, doing this consistently and in a way that doesn’t leave future you staring dumbfounded at a section of code, or chasing red herrings during a debugging session due to a flawed assumption is somewhat of an art. Here it’s crucial that whenever you find yourself in such a state that the relevant inline comments are updated or new ones added as necessary to prevent future confusion.

It shouldn’t even have to be said that keeping these comments – and related documentation – updated whenever code changes are made is absolutely paramount as well. While it’s ‘boring’ work, you don’t do it for your present self, but your future self and/or fellow developers who’ll otherwise use extremely colorful language related to your person.

Documentation And Tests

Writing the documentation with CDD starts from the first list of requirements, with the design document being the next major part, both providing the higher-level overview of the project before diving into the nitty-gritty of the architecture and implementation.

What the best approach here is largely depends on the project and who might be interested in documentation and to which extent. For a typical commercial project where there never is budget for ‘writing documentation’, simply having the design document and the detailed inline comments in the source might be what one has to settle for.

Here it might also be possible to use said inline comments to generate e.g. API listings from with tools such as Doxygen. My own experiences with such tools are mixed, but in a CDD context such auto-generated documentation could be significantly more useful, not to mention accurate.

Finally, any tests required to test specific functionality would be defined along with the code’s architecture, letting it define the testing scope rather than vice versa. With APIs for modules already settled early on, writing unit- and integration tests tends to be a lot easier and without the nagging and nebulous goal of that mystical ‘100% test coverage’.

Mitigating Circumstances

Of course, not every software project is the same, especially for hobbyist projects where you’re often the sole maintainer. It is here your prerogative to take all the shortcuts you want, as long as it is in the knowledge that you’ll only have yourself to blame.

This is why some of my projects are definitely a bit more loose in their adherence to CDD, while others are a complete stickler. for example, when I created my NyanSD network service discovery protocol, I started by writing out a complete requirements and design document, including the protocol itself. By following the top-down CDD approach here I was able to design and implement the entire protocol in the course of about two days, and have it mostly work first try.

Ultimately, CDD in my eyes is the correct approach to software engineering, as it saves a lot of time while being the only approach that actually follows basic engineering principles. You can change the field, but ultimately both physics and underlying hardware remain just as unimpressed by your personal views on how things ought to work.